Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "187"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 187 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 39 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 37 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 187, Node N14:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459854 digital_ok 0.00% 0.00% 0.00% 0.00% 8.93% 0.00% -0.234736 -0.199531 0.470195 -0.868221 -0.835523 -0.486252 1.736963 1.809487 0.7172 0.7453 0.4428 1.519923 1.287436
2459853 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.194833 -0.538085 0.638490 -0.923812 -0.950113 -0.700595 3.382978 3.587845 0.7380 0.6989 0.4277 1.674471 1.389969
2459852 digital_ok 0.00% 0.00% 0.00% 0.00% 8.65% 8.11% -0.570610 0.407129 0.351554 -0.914421 -0.686703 -0.469227 0.266073 -0.158103 0.8328 0.8373 0.2352 3.752346 3.124104
2459851 digital_ok 0.00% 0.00% 0.00% 0.00% 11.76% 0.00% 0.056003 0.057342 0.716017 -0.758324 0.326689 0.698248 2.683066 2.550073 0.7546 0.7384 0.3389 1.900895 1.533786
2459850 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.665180 0.121405 0.651691 -0.776529 -0.800672 0.100756 2.991364 5.207422 0.7421 0.7640 0.3498 3.229130 2.887013
2459849 digital_ok 0.00% 0.00% 0.00% 0.00% 16.67% 0.00% 0.375848 -0.355098 1.384342 -0.270494 -0.786248 -0.436191 3.885663 2.584472 0.7406 0.7543 0.3565 1.484158 1.270533
2459848 digital_ok 0.00% 0.00% 0.00% 0.00% 30.15% 0.00% 0.714023 0.335943 -0.433443 -0.454420 -0.665961 -0.305508 3.413614 2.764934 0.7217 0.7586 0.3749 1.478628 1.265674
2459847 digital_ok 0.00% 0.00% 0.00% 0.00% 3.74% 1.07% 0.826565 0.740494 -0.328296 -0.537064 -0.619650 -0.114381 2.943955 3.024400 0.7209 0.6920 0.4312 1.649014 1.358014
2459846 digital_ok 0.00% 0.00% 0.00% 0.00% 33.33% 0.00% 1.042534 0.878134 0.077012 -0.119089 -0.358275 -0.804768 1.525157 1.195103 0.8254 0.6704 0.4971 1.379311 1.208199
2459845 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.224756 0.547321 -0.042945 1.127616 0.071905 -0.408674 6.856228 1.109678 0.7350 0.7479 0.3719 6.421176 5.955468
2459844 digital_ok 0.00% 100.00% 100.00% 0.00% - - 0.029899 -0.239057 -0.505419 -1.024760 1.664224 -0.209815 2.220132 0.196434 0.0248 0.0245 0.0004 nan nan
2459843 digital_ok 100.00% 1.20% 0.66% 0.00% 100.00% 0.00% 0.463158 -0.328545 -0.562279 -0.766029 0.151600 -0.851485 6.161788 2.400497 0.7417 0.7449 0.3959 4.619231 3.378136
2459842 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.373964 -0.575181 0.367471 0.141161 0.367983 0.268237 4.094203 0.770797 0.7518 0.6899 0.2463 4.754292 6.017473
2459841 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.679238 -0.595340 -1.066314 -0.788650 0.007276 -1.101395 1.523813 -0.034322 0.0250 0.0244 0.0007 nan nan
2459840 digital_ok 100.00% 100.00% 100.00% 0.00% - - 168.883330 237.996824 93.713100 83.561292 1352.485190 1057.726833 2884.468947 2625.130231 0.0170 0.0162 0.0007 nan nan
2459839 digital_ok 100.00% - - - - - -0.691922 0.223165 -0.898532 -0.821282 5.069504 6.169024 2.914179 0.100222 nan nan nan nan nan
2459838 digital_ok 0.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.148167 0.524422 -0.096341 -0.122617 0.489409 0.336836 1.643978 1.698244 0.7384 0.7176 0.4093 0.000000 0.000000
2459835 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.758458 0.108011 0.268574 0.033760 0.204464 -0.276997 1.529936 1.118867 0.0359 0.0383 0.0056 nan nan
2459833 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.767552 -0.196230 -0.532523 -0.875659 -0.306834 -0.204300 2.233261 0.858503 0.0269 0.0288 0.0015 nan nan
2459832 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 7.89% -0.252834 0.029844 -0.375923 -0.019299 -0.554038 -0.630408 3.264376 1.574769 0.8035 0.5349 0.5838 1.934541 1.516537
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.447303 0.558324 -0.671519 -0.681243 2.042861 3.713890 1.366426 -0.563902 0.0265 0.0278 0.0013 nan nan
2459830 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 5.26% -0.192252 1.156133 0.017743 0.371122 0.305230 -0.045576 3.990341 1.887602 0.8009 0.5401 0.5747 2.213438 1.468190
2459829 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.217369 2.141575 0.314203 0.502404 -0.259736 -1.009658 7.222698 3.435065 0.7467 0.6725 0.4228 0.000000 0.000000
2459828 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.165804 1.213419 0.235383 0.338708 -0.166333 -1.056257 5.816909 2.382474 0.7981 0.5564 0.5415 8.839093 3.623260
2459827 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.511196 1.635680 0.215445 1.292029 -0.530180 -0.561925 6.194864 2.330439 0.7608 0.6905 0.4123 8.224500 6.913602
2459826 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.018049 1.212439 0.234772 1.158764 -0.053832 -0.823318 4.441230 -0.625749 0.8000 0.5919 0.5017 6.167923 3.751802
2459825 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.173013 0.868696 0.177305 -0.001760 4.892599 4.474083 5.792006 3.773466 0.7984 0.5965 0.5072 0.000000 0.000000
2459824 digital_ok 0.00% 0.00% 0.00% 0.00% 92.00% 0.00% 0.723528 1.216827 0.311757 0.052243 0.415574 -0.205876 3.436101 1.894368 0.7163 0.7489 0.3695 0.000000 0.000000
2459823 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.051655 0.625112 0.437129 0.912772 0.482460 -0.894384 15.354463 2.553835 0.7559 0.6563 0.4613 0.000000 0.000000
2459822 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.989075 1.076690 0.349241 0.841475 -0.008652 -0.991489 7.876410 0.684035 0.8014 0.6199 0.4957 0.000000 0.000000
2459821 digital_ok 0.00% 0.00% 0.00% 0.00% 5.26% 7.89% 1.206200 1.435063 0.144469 1.134729 0.476210 -0.111952 3.291840 -0.171370 0.7857 0.6144 0.5037 1.238275 1.042021
2459820 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 50.80% 0.048535 1.389039 -0.033376 1.058574 -1.182497 -1.914160 1.182373 -1.019388 0.7721 0.6907 0.4163 0.000000 0.000000
2459817 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 78.95% 0.480557 0.853510 0.064601 0.666919 0.433169 -0.730204 1.394497 0.836512 0.7910 0.6458 0.5012 0.000000 0.000000
2459816 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 27.91% 0.996786 0.487764 0.337566 0.364200 0.519668 -1.038951 2.917940 2.509910 0.8389 0.6025 0.5767 0.131733 0.130450
2459815 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 47.37% 0.605913 0.958179 0.418816 0.399341 -0.117494 -1.534025 1.727269 1.024652 0.7755 0.6432 0.5115 0.788450 0.769167
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.839061 2.404922 -0.103757 0.807094 -0.715842 -1.651003 5.798421 2.729755 0.7713 0.6944 0.4242 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 187: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
187 N14 digital_ok nn Temporal Discontinuties 1.809487 -0.199531 -0.234736 -0.868221 0.470195 -0.486252 -0.835523 1.809487 1.736963

Antenna 187: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
187 N14 digital_ok nn Temporal Discontinuties 3.587845 -0.538085 0.194833 -0.923812 0.638490 -0.700595 -0.950113 3.587845 3.382978

Antenna 187: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
187 N14 digital_ok nn Shape 0.407129 -0.570610 0.407129 0.351554 -0.914421 -0.686703 -0.469227 0.266073 -0.158103

Antenna 187: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 2.683066 0.056003 0.057342 0.716017 -0.758324 0.326689 0.698248 2.683066 2.550073

Antenna 187: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
187 N14 digital_ok nn Temporal Discontinuties 5.207422 0.665180 0.121405 0.651691 -0.776529 -0.800672 0.100756 2.991364 5.207422

Antenna 187: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 3.885663 0.375848 -0.355098 1.384342 -0.270494 -0.786248 -0.436191 3.885663 2.584472

Antenna 187: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 3.413614 0.335943 0.714023 -0.454420 -0.433443 -0.305508 -0.665961 2.764934 3.413614

Antenna 187: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
187 N14 digital_ok nn Temporal Discontinuties 3.024400 0.740494 0.826565 -0.537064 -0.328296 -0.114381 -0.619650 3.024400 2.943955

Antenna 187: 2459846

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 1.525157 1.042534 0.878134 0.077012 -0.119089 -0.358275 -0.804768 1.525157 1.195103

Antenna 187: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 6.856228 0.547321 1.224756 1.127616 -0.042945 -0.408674 0.071905 1.109678 6.856228

Antenna 187: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 2.220132 0.029899 -0.239057 -0.505419 -1.024760 1.664224 -0.209815 2.220132 0.196434

Antenna 187: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 6.161788 -0.328545 0.463158 -0.766029 -0.562279 -0.851485 0.151600 2.400497 6.161788

Antenna 187: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 4.094203 -0.373964 -0.575181 0.367471 0.141161 0.367983 0.268237 4.094203 0.770797

Antenna 187: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 1.523813 -0.679238 -0.595340 -1.066314 -0.788650 0.007276 -1.101395 1.523813 -0.034322

Antenna 187: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 2884.468947 168.883330 237.996824 93.713100 83.561292 1352.485190 1057.726833 2884.468947 2625.130231

Antenna 187: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
187 N14 digital_ok nn Temporal Variability 6.169024 0.223165 -0.691922 -0.821282 -0.898532 6.169024 5.069504 0.100222 2.914179

Antenna 187: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
187 N14 digital_ok nn Temporal Discontinuties 1.698244 0.524422 0.148167 -0.122617 -0.096341 0.336836 0.489409 1.698244 1.643978

Antenna 187: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 1.529936 0.108011 -0.758458 0.033760 0.268574 -0.276997 0.204464 1.118867 1.529936

Antenna 187: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 2.233261 -0.196230 -0.767552 -0.875659 -0.532523 -0.204300 -0.306834 0.858503 2.233261

Antenna 187: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 3.264376 -0.252834 0.029844 -0.375923 -0.019299 -0.554038 -0.630408 3.264376 1.574769

Antenna 187: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
187 N14 digital_ok nn Temporal Variability 3.713890 -0.447303 0.558324 -0.671519 -0.681243 2.042861 3.713890 1.366426 -0.563902

Antenna 187: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 3.990341 -0.192252 1.156133 0.017743 0.371122 0.305230 -0.045576 3.990341 1.887602

Antenna 187: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 7.222698 2.141575 1.217369 0.502404 0.314203 -1.009658 -0.259736 3.435065 7.222698

Antenna 187: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 5.816909 1.213419 1.165804 0.338708 0.235383 -1.056257 -0.166333 2.382474 5.816909

Antenna 187: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 6.194864 0.511196 1.635680 0.215445 1.292029 -0.530180 -0.561925 6.194864 2.330439

Antenna 187: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 4.441230 1.212439 1.018049 1.158764 0.234772 -0.823318 -0.053832 -0.625749 4.441230

Antenna 187: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 5.792006 0.868696 0.173013 -0.001760 0.177305 4.474083 4.892599 3.773466 5.792006

Antenna 187: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 3.436101 0.723528 1.216827 0.311757 0.052243 0.415574 -0.205876 3.436101 1.894368

Antenna 187: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 15.354463 0.625112 1.051655 0.912772 0.437129 -0.894384 0.482460 2.553835 15.354463

Antenna 187: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 7.876410 0.989075 1.076690 0.349241 0.841475 -0.008652 -0.991489 7.876410 0.684035

Antenna 187: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 3.291840 1.435063 1.206200 1.134729 0.144469 -0.111952 0.476210 -0.171370 3.291840

Antenna 187: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
187 N14 digital_ok nn Shape 1.389039 0.048535 1.389039 -0.033376 1.058574 -1.182497 -1.914160 1.182373 -1.019388

Antenna 187: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 1.394497 0.480557 0.853510 0.064601 0.666919 0.433169 -0.730204 1.394497 0.836512

Antenna 187: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 2.917940 0.487764 0.996786 0.364200 0.337566 -1.038951 0.519668 2.509910 2.917940

Antenna 187: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 1.727269 0.958179 0.605913 0.399341 0.418816 -1.534025 -0.117494 1.024652 1.727269

Antenna 187: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
187 N14 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 187: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
187 N14 digital_ok ee Temporal Discontinuties 5.798421 2.404922 0.839061 0.807094 -0.103757 -1.651003 -0.715842 2.729755 5.798421
In [ ]: